Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	387
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	51.5 KiB
Average record size in memory	136.3 B

Variable types

Numeric	12
Categorical	5

Warnings

`RSI_14` is highly correlated with `Z_30`	High correlation
`Z_30` is highly correlated with `RSI_14`	High correlation
`Z_30` has unique values	Unique
`ratio_M50M180` has unique values	Unique
`ratio_M5M20` has unique values	Unique
`ratio_M20M50` has unique values	Unique
`ratio_MACDh_12_26_9` has unique values	Unique
`obv_pct_delta` has unique values	Unique
`tr_pct_delta` has 8 (2.1%) zeros	Zeros

Reproduction

Analysis started	2021-04-10 02:51:18.385681
Analysis finished	2021-04-10 02:51:57.915295
Duration	39.53 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

close
Real number (ℝ_≥0)

Distinct	297
Distinct (%)	76.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.9763049
Minimum	3.119999886
Maximum	13.96000004
Zeros	0
Zeros (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	3.119999886
5-th percentile	3.950000048
Q1	5.36500001
median	6.809999943
Q3	11.55500031
95-th percentile	13.1869998
Maximum	13.96000004
Range	10.84000015
Interquartile range (IQR)	6.190000296

Descriptive statistics

Standard deviation	3.259429208
Coefficient of variation (CV)	0.4086389937
Kurtosis	-1.433638972
Mean	7.9763049
Median Absolute Deviation (MAD)	2.539999962
Skewness	0.3159206578
Sum	3086.829996
Variance	10.62387876
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.949999809	4	1.0%
5.510000229	4	1.0%
4.130000114	4	1.0%
5.489999771	4	1.0%
4.230000019	3	0.8%
6.119999886	3	0.8%
11.30000019	3	0.8%
12.19999981	3	0.8%
5.980000019	3	0.8%
11.93999958	3	0.8%
Other values (287)	353	91.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.119999886	1	0.3%
3.24000001	1	0.3%
3.289999962	1	0.3%
3.349999905	1	0.3%
3.450000048	1	0.3%

Value	Count	Frequency (%)
13.96000004	1	0.3%
13.78999996	1	0.3%
13.75	1	0.3%
13.68999958	1	0.3%
13.68000031	1	0.3%

RSI_14
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	385
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	49.61926414
Minimum	9.134719431
Maximum	79.47982393
Zeros	0
Zeros (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	9.134719431
5-th percentile	24.01144696
Q1	41.66736517
median	50.20145171
Q3	59.38336704
95-th percentile	70.62333135
Maximum	79.47982393
Range	70.3451045
Interquartile range (IQR)	17.71600187

Descriptive statistics

Standard deviation	13.93363017
Coefficient of variation (CV)	0.2808108991
Kurtosis	-0.2771180928
Mean	49.61926414
Median Absolute Deviation (MAD)	8.961706264
Skewness	-0.2572057777
Sum	19202.65522
Variance	194.1460498
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
66.29294739	2	0.5%
44.70190711	2	0.5%
53.18699771	1	0.3%
22.77260282	1	0.3%
40.77412247	1	0.3%
44.10573818	1	0.3%
70.98742699	1	0.3%
27.85272935	1	0.3%
48.02406051	1	0.3%
52.60990107	1	0.3%
Other values (375)	375	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9.134719431	1	0.3%
14.96606627	1	0.3%
15.96364336	1	0.3%
16.79065705	1	0.3%
17.17515306	1	0.3%

Value	Count	Frequency (%)
79.47982393	1	0.3%
78.97085176	1	0.3%
77.9500097	1	0.3%
77.37623583	1	0.3%
77.34754502	1	0.3%

INC_2
Categorical

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.1 KiB

0	202
1	185

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	387
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	1
5th row	0

Value	Count	Frequency (%)
0	202	52.2%
1	185	47.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	202	52.2%
1	185	47.8%

Most occurring characters

Value	Count	Frequency (%)
0	202	52.2%
1	185	47.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	387	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	202	52.2%
1	185	47.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	387	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	202	52.2%
1	185	47.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	387	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	202	52.2%
1	185	47.8%

ROC_2
Real number (ℝ)

Distinct	384
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1934257979
Minimum	-53.46153813
Maximum	35.31300609
Zeros	3
Zeros (%)	0.8%
Memory size	3.1 KiB

Quantile statistics

Minimum	-53.46153813
5-th percentile	-8.003109923
Q1	-3.29635401
median	-0.1972431665
Q3	3.50430149
95-th percentile	11.46730461
Maximum	35.31300609
Range	88.77454422
Interquartile range (IQR)	6.8006555

Descriptive statistics

Standard deviation	7.14487615
Coefficient of variation (CV)	36.93858951
Kurtosis	11.17601157
Mean	0.1934257979
Median Absolute Deviation (MAD)	3.385645879
Skewness	-0.7600591474
Sum	74.8557838
Variance	51.0492552
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	0.8%
-0.3616632942	2	0.5%
18.64802326	1	0.3%
2.564103671	1	0.3%
-1.899253086	1	0.3%
15.17856998	1	0.3%
-4.530200993	1	0.3%
-6.791568224	1	0.3%
4.896266749	1	0.3%
-3.095229607	1	0.3%
Other values (374)	374	96.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-53.46153813	1	0.3%
-35.57832878	1	0.3%
-20.08830645	1	0.3%
-18.27675779	1	0.3%
-16.49484758	1	0.3%

Value	Count	Frequency (%)
35.31300609	1	0.3%
23.02521691	1	0.3%
22.76029131	1	0.3%
22.64529391	1	0.3%
20.61855711	1	0.3%

PSL_3
Categorical

Distinct	4
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	3.1 KiB

66.66666666666667	157
33.333333333333336	151
100.0	41
0.0	38

Length

Max length	18
Median length	17
Mean length	14.74418605
Min length	3

Characters and Unicode

Total characters	5706
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	33.333333333333336
2nd row	66.66666666666667
3rd row	0.0
4th row	100.0
5th row	33.333333333333336

Value	Count	Frequency (%)
66.66666666666667	157	40.6%
33.333333333333336	151	39.0%
100.0	41	10.6%
0.0	38	9.8%

Histogram of lengths of the category

Value	Count	Frequency (%)
66.66666666666667	157	40.6%
33.333333333333336	151	39.0%
100.0	41	10.6%
0.0	38	9.8%

Most occurring characters

Value	Count	Frequency (%)
6	2506	43.9%
3	2416	42.3%
.	387	6.8%
0	199	3.5%
7	157	2.8%
1	41	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5319	93.2%
Other Punctuation	387	6.8%

Most frequent character per category

Value	Count	Frequency (%)
6	2506	47.1%
3	2416	45.4%
0	199	3.7%
7	157	3.0%
1	41	0.8%

Value	Count	Frequency (%)
.	387	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	5706	100.0%

Most frequent character per script

Value	Count	Frequency (%)
6	2506	43.9%
3	2416	42.3%
.	387	6.8%
0	199	3.5%
7	157	2.8%
1	41	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5706	100.0%

Most frequent character per block

Value	Count	Frequency (%)
6	2506	43.9%
3	2416	42.3%
.	387	6.8%
0	199	3.5%
7	157	2.8%
1	41	0.7%

CDL_DOJI_3_0.1
Categorical

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.1 KiB

0.0	342
1.0	45

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1161
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	1.0

Value	Count	Frequency (%)
0.0	342	88.4%
1.0	45	11.6%

Histogram of lengths of the category

Value	Count	Frequency (%)
0.0	342	88.4%
1.0	45	11.6%

Most occurring characters

Value	Count	Frequency (%)
0	729	62.8%
.	387	33.3%
1	45	3.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	774	66.7%
Other Punctuation	387	33.3%

Most frequent character per category

Value	Count	Frequency (%)
0	729	94.2%
1	45	5.8%

Value	Count	Frequency (%)
.	387	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1161	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	729	62.8%
.	387	33.3%
1	45	3.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1161	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	729	62.8%
.	387	33.3%
1	45	3.9%

TRUERANGE_1
Real number (ℝ_≥0)

Distinct	164
Distinct (%)	42.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4353488366
Minimum	0.1199998856
Maximum	3.50999999
Zeros	0
Zeros (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0.1199998856
5-th percentile	0.1730000019
Q1	0.279999733
median	0.3699998856
Q3	0.5199999809
95-th percentile	0.9270002365
Maximum	3.50999999
Range	3.390000105
Interquartile range (IQR)	0.240000248

Descriptive statistics

Standard deviation	0.2753378828
Coefficient of variation (CV)	0.6324534709
Kurtosis	41.29600439
Mean	0.4353488366
Median Absolute Deviation (MAD)	0.1100001335
Skewness	4.587895211
Sum	168.4799998
Variance	0.07581094969
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.25	15	3.9%
0.3699998856	11	2.8%
0.3400001526	11	2.8%
0.3299999237	11	2.8%
0.2899999619	10	2.6%
0.3800001144	7	1.8%
0.3600001335	7	1.8%
0.2699999809	6	1.6%
0.3000001907	6	1.6%
0.279999733	6	1.6%
Other values (154)	297	76.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1199998856	1	0.3%
0.1299996376	1	0.3%
0.1399998665	2	0.5%
0.1400003433	1	0.3%
0.1499996185	2	0.5%

Value	Count	Frequency (%)
3.50999999	1	0.3%
1.650000572	1	0.3%
1.430000305	1	0.3%
1.349999905	1	0.3%
1.229999542	1	0.3%

Z_30
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	387
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1236049437
Minimum	-3.188764919
Maximum	4.153555278
Zeros	0
Zeros (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	-3.188764919
5-th percentile	-2.075517898
Q1	-1.021445216
median	-0.006576751663
Q3	1.319187509
95-th percentile	2.281206163
Maximum	4.153555278
Range	7.342320197
Interquartile range (IQR)	2.340632725

Descriptive statistics

Standard deviation	1.426586171
Coefficient of variation (CV)	11.54149768
Kurtosis	-0.7710374298
Mean	0.1236049437
Median Absolute Deviation (MAD)	1.141797759
Skewness	0.1082263451
Sum	47.83511321
Variance	2.035148103
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.60184923	1	0.3%
-0.7393335853	1	0.3%
2.22765094	1	0.3%
-0.5078247864	1	0.3%
1.711355852	1	0.3%
1.725651059	1	0.3%
-2.03148203	1	0.3%
-1.753064142	1	0.3%
-2.408282236	1	0.3%
1.319476749	1	0.3%
Other values (377)	377	97.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.188764919	1	0.3%
-2.839997137	1	0.3%
-2.824285746	1	0.3%
-2.783653494	1	0.3%
-2.49911554	1	0.3%

Value	Count	Frequency (%)
4.153555278	1	0.3%
3.982635979	1	0.3%
3.454870985	1	0.3%
3.152180041	1	0.3%
2.95272456	1	0.3%

ratio_M50M180
Real number (ℝ)

UNIQUE

Distinct	387
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.02609194
Minimum	-16.74797861
Maximum	22.39522982
Zeros	0
Zeros (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	-16.74797861
5-th percentile	0.759917066
Q1	0.9589723847
median	0.9815822107
Q3	1.04348095
95-th percentile	1.328490957
Maximum	22.39522982
Range	39.14320843
Interquartile range (IQR)	0.08450856558

Descriptive statistics

Standard deviation	1.515975958
Coefficient of variation (CV)	1.477427021
Kurtosis	153.3959578
Mean	1.02609194
Median Absolute Deviation (MAD)	0.03686871047
Skewness	3.539600884
Sum	397.0975807
Variance	2.298183104
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.184564838	1	0.3%
1.045461288	1	0.3%
0.8907805776	1	0.3%
0.9721866952	1	0.3%
0.9672139218	1	0.3%
1.023537456	1	0.3%
0.9434246693	1	0.3%
0.9567499627	1	0.3%
1.078483075	1	0.3%
0.9681252263	1	0.3%
Other values (377)	377	97.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-16.74797861	1	0.3%
-2.161975073	1	0.3%
-1.733334045	1	0.3%
-0.1253399459	1	0.3%
-0.09035962135	1	0.3%

Value	Count	Frequency (%)
22.39522982	1	0.3%
9.622776752	1	0.3%
2.779771988	1	0.3%
2.613402935	1	0.3%
2.418905359	1	0.3%

ratio_M5M20
Real number (ℝ)

UNIQUE

Distinct	387
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4345999566
Minimum	-124.6648044
Maximum	52.38880441
Zeros	0
Zeros (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	-124.6648044
5-th percentile	-1.398992109
Q1	0.6017050804
median	0.9178342898
Q3	1.271961452
95-th percentile	2.660546691
Maximum	52.38880441
Range	177.0536088
Interquartile range (IQR)	0.6702563719

Descriptive statistics

Standard deviation	8.570820404
Coefficient of variation (CV)	19.72117179
Kurtosis	151.488364
Mean	0.4345999566
Median Absolute Deviation (MAD)	0.3416220085
Skewness	-10.49245745
Sum	168.1901832
Variance	73.4589624
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.974896802	1	0.3%
0.9720516574	1	0.3%
3.609085376	1	0.3%
0.496847462	1	0.3%
1.042474652	1	0.3%
1.351369731	1	0.3%
1.534930697	1	0.3%
0.9223170553	1	0.3%
0.530235156	1	0.3%
1.650859271	1	0.3%
Other values (377)	377	97.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-124.6648044	1	0.3%
-89.12509239	1	0.3%
-18.99996121	1	0.3%
-10.50000397	1	0.3%
-9.465120973	1	0.3%

Value	Count	Frequency (%)
52.38880441	1	0.3%
18.72709145	1	0.3%
12.24998808	1	0.3%
11.1090768	1	0.3%
8.48718118	1	0.3%

ratio_M20M50
Real number (ℝ)

UNIQUE

Distinct	387
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.044677755
Minimum	-30.19174175
Maximum	56.79845366
Zeros	0
Zeros (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	-30.19174175
5-th percentile	0.3950546633
Q1	0.8804531867
median	0.9865125216
Q3	1.140026046
95-th percentile	1.820431956
Maximum	56.79845366
Range	86.99019541
Interquartile range (IQR)	0.2595728597

Descriptive statistics

Standard deviation	3.501976297
Coefficient of variation (CV)	3.352207206
Kurtosis	186.4943012
Mean	1.044677755
Median Absolute Deviation (MAD)	0.1291895292
Skewness	8.080002696
Sum	404.290291
Variance	12.26383799
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.166891816	1	0.3%
0.8841657513	1	0.3%
0.99723218	1	0.3%
0.9757919404	1	0.3%
1.133421974	1	0.3%
1.006216854	1	0.3%
1.459659468	1	0.3%
1.469829461	1	0.3%
1.155251126	1	0.3%
1.057665522	1	0.3%
Other values (377)	377	97.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-30.19174175	1	0.3%
-20.47539756	1	0.3%
-2.459880539	1	0.3%
-2.342729903	1	0.3%
-2.06061672	1	0.3%

Value	Count	Frequency (%)
56.79845366	1	0.3%
8.101897641	1	0.3%
5.230769654	1	0.3%
5.182395622	1	0.3%
2.992685307	1	0.3%

ratio_MACDh_12_26_9
Real number (ℝ)

UNIQUE

Distinct	387
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.993579996
Minimum	-23.11943278
Maximum	10.69510419
Zeros	0
Zeros (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	-23.11943278
5-th percentile	-0.7738310761
Q1	0.6111542766
median	0.9417355324
Q3	1.300544748
95-th percentile	3.462429258
Maximum	10.69510419
Range	33.81453697
Interquartile range (IQR)	0.6893904711

Descriptive statistics

Standard deviation	2.150552776
Coefficient of variation (CV)	2.164448544
Kurtosis	47.78041744
Mean	0.993579996
Median Absolute Deviation (MAD)	0.3398639006
Skewness	-3.607369284
Sum	384.5154585
Variance	4.624877243
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8590121951	1	0.3%
0.7558890915	1	0.3%
0.4155051497	1	0.3%
1.008602869	1	0.3%
9.169867567	1	0.3%
0.8331611327	1	0.3%
1.54438182	1	0.3%
-0.7174566998	1	0.3%
1.218466749	1	0.3%
0.4335248834	1	0.3%
Other values (377)	377	97.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-23.11943278	1	0.3%
-12.00771282	1	0.3%
-8.264534437	1	0.3%
-6.380313033	1	0.3%
-4.349791286	1	0.3%

Value	Count	Frequency (%)
10.69510419	1	0.3%
10.61085027	1	0.3%
9.169867567	1	0.3%
8.801770273	1	0.3%
8.611167189	1	0.3%

obv_pct_delta
Real number (ℝ)

UNIQUE

Distinct	387
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.04983393888
Minimum	-112.3494949
Maximum	61.27477134
Zeros	0
Zeros (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	-112.3494949
5-th percentile	-1.772188661
Q1	-0.2115221872
median	-0.008432564665
Q3	0.1285253085
95-th percentile	1.334867226
Maximum	61.27477134
Range	173.6242663
Interquartile range (IQR)	0.3400474957

Descriptive statistics

Standard deviation	7.116779313
Coefficient of variation (CV)	-142.8098897
Kurtosis	178.5678211
Mean	-0.04983393888
Median Absolute Deviation (MAD)	0.1633393061
Skewness	-7.937714215
Sum	-19.28573435
Variance	50.64854779
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1585157647	1	0.3%
0.0002118576822	1	0.3%
0.01565705503	1	0.3%
0.07559253682	1	0.3%
-0.07135723571	1	0.3%
1.688460321	1	0.3%
-0.3541981992	1	0.3%
-0.6880070684	1	0.3%
-0.006551300595	1	0.3%
0.04158461447	1	0.3%
Other values (377)	377	97.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-112.3494949	1	0.3%
-14.81200682	1	0.3%
-7.879938498	1	0.3%
-7.182032225	1	0.3%
-6.287558864	1	0.3%

Value	Count	Frequency (%)
61.27477134	1	0.3%
43.84416158	1	0.3%
13.15258669	1	0.3%
12.24194885	1	0.3%
12.20283019	1	0.3%

LRm_3_pct_delta
Real number (ℝ)

Distinct	374
Distinct (%)	96.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-0.8217232778
Minimum	-66.99847416
Maximum	28.00076296
Zeros	2
Zeros (%)	0.5%
Memory size	3.1 KiB

Quantile statistics

Minimum	-66.99847416
5-th percentile	-5.371590123
Q1	-1.444443267
median	-0.5625006519
Q3	0.2500009934
95-th percentile	5.344445563
Maximum	28.00076296
Range	94.99923711
Interquartile range (IQR)	1.69444426

Descriptive statistics

Standard deviation	7.293506562
Coefficient of variation (CV)	-8.875867045
Kurtosis	34.48842481
Mean	-0.8217232778
Median Absolute Deviation (MAD)	0.8288043269
Skewness	-3.754563903
Sum	-318.0069085
Variance	53.19523797
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.5	3	0.8%
-1	3	0.8%
0	2	0.5%
-4.24999404	2	0.5%
11.50001192	2	0.5%
21.00052453	2	0.5%
-2	2	0.5%
-1.92307523	2	0.5%
-2.499999007	2	0.5%
0.5	2	0.5%
Other values (364)	365	94.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-66.99847416	1	0.3%
-53.00128749	1	0.3%
-49.99885562	1	0.3%
-46.5000596	1	0.3%
-22.49947549	1	0.3%

Value	Count	Frequency (%)
28.00076296	1	0.3%
27.00002384	1	0.3%
25.00022253	1	0.3%
21.99947549	1	0.3%
21.00052453	2	0.5%

tr_pct_delta
Real number (ℝ)

ZEROS

Distinct	374
Distinct (%)	96.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1486994907
Minimum	-0.8603989252
Maximum	6.977280313
Zeros	8
Zeros (%)	2.1%
Memory size	3.1 KiB

Quantile statistics

Minimum	-0.8603989252
5-th percentile	-0.5552879595
Q1	-0.2697499742
median	-0.02702636524
Q3	0.3239267292
95-th percentile	1.294617552
Maximum	6.977280313
Range	7.837679239
Interquartile range (IQR)	0.5936767034

Descriptive statistics

Standard deviation	0.7772952134
Coefficient of variation (CV)	5.22728901
Kurtosis	28.04529821
Mean	0.1486994907
Median Absolute Deviation (MAD)	0.2929733296
Skewness	4.210400729
Sum	57.54670289
Variance	0.6041878488
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8	2.1%
0.142858116	2	0.5%
-0.08571354613	2	0.5%
0.500001703	2	0.5%
0.1599998474	2	0.5%
-0.1538458717	2	0.5%
0.03030373089	2	0.5%
-0.09523798711	1	0.3%
-0.3777781074	1	0.3%
-0.3409081796	1	0.3%
Other values (364)	364	94.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.8603989252	1	0.3%
-0.8018871956	1	0.3%
-0.6517863719	1	0.3%
-0.6499998808	1	0.3%
-0.6363635926	1	0.3%

Value	Count	Frequency (%)
6.977280313	1	0.3%
6.176466133	1	0.3%
4.823528257	1	0.3%
3.583339294	1	0.3%
2.612905062	1	0.3%

M_ovr_S
Categorical

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.1 KiB

1	209
0	178

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	387
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	0
5th row	0

Value	Count	Frequency (%)
1	209	54.0%
0	178	46.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
1	209	54.0%
0	178	46.0%

Most occurring characters

Value	Count	Frequency (%)
1	209	54.0%
0	178	46.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	387	100.0%

Most frequent character per category

Value	Count	Frequency (%)
1	209	54.0%
0	178	46.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	387	100.0%

Most frequent character per script

Value	Count	Frequency (%)
1	209	54.0%
0	178	46.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	387	100.0%

Most frequent character per block

Value	Count	Frequency (%)
1	209	54.0%
0	178	46.0%

PL
Categorical

Distinct	2
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.1 KiB

1.0	200
0.0	187

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	1161
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Value	Count	Frequency (%)
1.0	200	51.7%
0.0	187	48.3%

Histogram of lengths of the category

Value	Count	Frequency (%)
1.0	200	51.7%
0.0	187	48.3%

Most occurring characters

Value	Count	Frequency (%)
0	574	49.4%
.	387	33.3%
1	200	17.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	774	66.7%
Other Punctuation	387	33.3%

Most frequent character per category

Value	Count	Frequency (%)
0	574	74.2%
1	200	25.8%

Value	Count	Frequency (%)
.	387	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1161	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	574	49.4%
.	387	33.3%
1	200	17.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1161	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	574	49.4%
.	387	33.3%
1	200	17.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	close	RSI_14	INC_2	ROC_2	PSL_3	CDL_DOJI_3_0.1	TRUERANGE_1	Z_30	ratio_M50M180	ratio_M5M20	ratio_M20M50	ratio_MACDh_12_26_9	obv_pct_delta	LRm_3_pct_delta	tr_pct_delta	M_ovr_S	PL
0	11.89	47.430093	0	-0.999166	33.333333	1.0	0.32	0.131515	0.981046	0.296412	0.748270	-0.156896	0.021196	-0.586207	-0.304349	0	1.0
1	5.09	66.848645	1	18.648023	66.666667	0.0	1.06	4.153555	0.975730	-124.664804	0.714731	2.285126	0.527121	-6.714293	2.533331	1	1.0
2	4.82	59.163158	0	-4.930966	0.000000	0.0	0.37	1.679577	0.969911	1.589124	0.283216	0.985511	-0.542344	11.500012	0.121212	1	0.0
3	7.80	54.791736	1	6.267030	100.000000	0.0	0.44	0.452293	1.047734	1.027603	0.955488	0.756459	0.150767	2.285707	0.760000	0	1.0
4	4.54	28.672172	0	-7.910748	33.333333	1.0	0.15	-2.363944	0.972094	1.395210	2.207207	1.538339	-1.060547	-0.204082	-0.423077	0	1.0
5	5.28	40.761363	0	-1.492536	66.666667	0.0	0.16	-1.658701	0.976537	0.978756	0.388506	0.886218	-0.069720	-1.888891	0.000000	0	0.0
6	5.51	45.005914	0	-3.163442	66.666667	0.0	0.37	-0.907726	0.970888	0.599015	1.510079	0.395303	-0.033605	-1.514285	0.088236	0	0.0
7	10.44	46.167408	0	-3.601111	33.333333	0.0	0.63	-0.443404	1.018451	1.682427	0.886170	1.171801	-0.018824	-0.541176	0.536583	0	1.0
8	6.58	53.548129	0	-7.454293	33.333333	0.0	0.56	0.723593	0.951786	0.805556	0.949271	0.154373	-0.044350	-0.621428	0.000000	1	1.0
9	7.32	70.650286	1	23.025217	100.000000	0.0	1.22	3.454871	0.956750	-3.606060	0.994154	-1.656051	61.274771	2.702705	6.176466	1	1.0

Last rows

	close	RSI_14	INC_2	ROC_2	PSL_3	CDL_DOJI_3_0.1	TRUERANGE_1	Z_30	ratio_M50M180	ratio_M5M20	ratio_M20M50	ratio_MACDh_12_26_9	obv_pct_delta	LRm_3_pct_delta	tr_pct_delta	M_ovr_S	PL
377	6.55	55.327512	0	-5.209836	0.000000	0.0	0.46	0.506644	0.274688	0.496847	1.005389	2.947136	-0.249229	0.500000	1.300002	0	0.0
378	10.68	48.277474	0	-2.018342	33.333333	0.0	0.37	-0.632490	1.010785	0.696970	0.900242	0.798640	-0.002503	0.999983	-0.274510	0	0.0
379	5.74	49.567494	1	1.953813	33.333333	0.0	0.23	-0.188552	0.969060	0.526667	1.089365	0.897464	0.028058	-1.578947	-0.080002	1	1.0
380	12.45	36.777071	0	-5.753219	0.000000	0.0	0.42	-2.088951	0.836837	1.886418	0.908763	1.606067	-0.867137	0.551022	0.680000	0	0.0
381	4.53	50.344315	1	7.600954	66.666667	0.0	0.37	1.748299	1.042288	0.921875	0.839558	0.933896	-0.339043	-3.909089	-0.051281	1	1.0
382	3.89	39.976800	0	-8.470586	0.000000	0.0	0.35	-0.132146	1.047031	1.108592	0.884367	0.856322	0.544597	1.250001	0.206896	1	0.0
383	11.94	41.771909	0	-2.291331	33.333333	0.0	0.49	-0.937317	1.002420	-0.322899	0.617872	-4.349791	-0.001336	-0.641025	-0.489584	0	0.0
384	13.10	53.508035	1	0.460126	66.666667	0.0	0.25	0.984601	1.002369	0.684820	0.665707	0.728415	-0.071357	-0.599999	-0.285715	1	0.0
385	6.26	50.836168	0	-18.276758	0.000000	1.0	0.92	0.290019	0.950755	1.148849	0.952797	0.342021	-0.585906	0.060606	-0.010753	1	0.0
386	11.79	41.078446	0	-3.360655	66.666667	0.0	0.71	-1.122302	1.010231	1.933674	0.228948	1.272167	0.042198	-2.242420	0.267856	0	0.0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows